Police could not identify most of the victims.
Twelve were found near the Shi'ite Sadr city district of the capital.
Sunni and Shi'ite death squads kill dozens of people from the rival sect every day in violence that Iraq fears could stall reconciliation talks and spiral into all-out civil war.